Content quality control
What we check in every article and what happens when a text fails the check.
On this page
Layers of control
Quality does not rest on a single check, because a single layer always lets something through. The text goes through several independent ones: instructions for the writer, the model's own verification, deterministic filters and a separate set of regression tests.
- Whether the text is in the website's language (checked separately, not by the model).
- Whether it attributes content to other people's websites.
- Whether internal links lead to existing pages and have sensible anchors.
- Whether the title contains the keyword and fits within the character limit.
- Whether the article was cut off halfway - a separate safeguard for truncated endings.
- For sensitive topics: whether the claims can be defended and whether a disclaimer is present.
When a text fails
An article that failed the check does not reach your blog. It gets a needs-review status and waits in the panel - the system does not publish "just anything" to make a counter add up.